Paper Citation Record · LEDGER

Your Fix Is My Exploit: Enabling Comprehensive DL Library API Fuzzing with Large Language Models

As of 16 August 2026, this Paper Citation Record lists 74 of 74 outbound references and 2 inbound Pith citation observations for arXiv:2501.04312.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2501.04312 v1

Coverage vector

measured 74 of 74 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-10T21:39:18.251683Z

measured 76 of 76 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-15T06:32:42.880941+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-05-13T21:59:42.435082Z

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: arxiv_reference, observed 2026-05-13T22:03:20.528598Z

Reference resolution

74 of 74 outbound references displayed

verified exact2
verified fuzzy49
unresolved23
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 14db4e80-0358-4275-981c-c9cebc40ff0f · outbound

This paper cites https://openai.com/chatgpt, 2024.

Your Fix Is My Exploit: Enabling Comprehensive DL Library API Fuzzing with Large Language Models https://openai.com/chatgpt, 2024

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T21:39:19.265022Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 347092c0-0ef0-4a6b-a1c7-60563b363315 · outbound

This paper cites https://github.com/DFUZZ-ICSE/DFUZZ, 2024.

Your Fix Is My Exploit: Enabling Comprehensive DL Library API Fuzzing with Large Language Models https://github.com/DFUZZ-ICSE/DFUZZ, 2024

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T21:39:19.250129Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation e4925fff-451f-40b2-922b-7df142b9071b · outbound

This paper cites https://github.com/meta-llama/llama, 2024.

Your Fix Is My Exploit: Enabling Comprehensive DL Library API Fuzzing with Large Language Models https://github.com/meta-llama/llama, 2024

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T21:39:19.235171Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation e14ded0b-4bc0-4508-9e8e-62e6a959bf72 · outbound

This paper cites http://pytorch.org, 2024.

Your Fix Is My Exploit: Enabling Comprehensive DL Library API Fuzzing with Large Language Models http://pytorch.org, 2024

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T21:39:19.221509Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation bff4fa2a-8bf6-48fb-a066-dc47410f531d · outbound

This paper cites https://replicate.com, 2024.

Your Fix Is My Exploit: Enabling Comprehensive DL Library API Fuzzing with Large Language Models https://replicate.com, 2024

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T21:39:19.208895Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 3220d0ab-b8af-425c-8663-da34148e959c · outbound

This paper cites https://www.tensorflow.org, 2024.

Your Fix Is My Exploit: Enabling Comprehensive DL Library API Fuzzing with Large Language Models https://www.tensorflow.org, 2024

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T21:39:19.194310Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 6f41b3e2-f17c-401d-8155-24a00ca5ec57 · outbound

This paper cites Deep learning-based methods in structural reliability analysis: a review.

Your Fix Is My Exploit: Enabling Comprehensive DL Library API Fuzzing with Large Language Models Deep learning-based methods in structural reliability analysis: a review

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T21:39:19.179106Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation f28f05f2-637c-451b-8f93-a0a5ed489afe · outbound

This paper cites On hardware security bug code fixes by prompting large language models.

Your Fix Is My Exploit: Enabling Comprehensive DL Library API Fuzzing with Large Language Models On hardware security bug code fixes by prompting large language models

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-10T21:39:17.930875Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6d8e4983-8617-4588-929d-2bba382ba702 · outbound

This paper cites Redqueen: Fuzzing with input-to-state correspon- dence.

Your Fix Is My Exploit: Enabling Comprehensive DL Library API Fuzzing with Large Language Models Redqueen: Fuzzing with input-to-state correspon- dence

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T21:39:19.158535Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 012e8dea-2790-4e99-a565-a2b4069e3729 · outbound

This paper cites Program Synthesis with Large Language Models.

Your Fix Is My Exploit: Enabling Comprehensive DL Library API Fuzzing with Large Language Models Program Synthesis with Large Language Models

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-10T21:39:17.940238Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0d3bfe3c-2877-4e8e-b36d-46cd53886158 · outbound

This paper cites Deep learning and medical diag- nosis: A review of literature.

Your Fix Is My Exploit: Enabling Comprehensive DL Library API Fuzzing with Large Language Models Deep learning and medical diag- nosis: A review of literature

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T21:39:19.144317Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 0faa97b7-d67a-47c6-b284-ba0a4906e91d · outbound

This paper cites Directed greybox fuzzing.

Your Fix Is My Exploit: Enabling Comprehensive DL Library API Fuzzing with Large Language Models Directed greybox fuzzing

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-10T21:39:17.949693Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dbc1ab5e-a876-4a7f-9ca9-9d5fcbfd97db · outbound

This paper cites Language models are few-shot learners.

Your Fix Is My Exploit: Enabling Comprehensive DL Library API Fuzzing with Large Language Models Language models are few-shot learners

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-10T21:39:17.954887Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 788bbeb3-caaa-4d32-988d-e887abfdf3bc · outbound

This paper cites {IvySyn}: Automated vulnerability discovery in deep learning frameworks.

Your Fix Is My Exploit: Enabling Comprehensive DL Library API Fuzzing with Large Language Models {IvySyn}: Automated vulnerability discovery in deep learning frameworks

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-10T21:39:17.959237Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cb4c6abc-489c-466c-bcae-9cf7d6e1f6b8 · outbound

This paper cites Large language models are zero-shot fuzzers: Fuzzing deep-learning libraries via large language models.

Your Fix Is My Exploit: Enabling Comprehensive DL Library API Fuzzing with Large Language Models Large language models are zero-shot fuzzers: Fuzzing deep-learning libraries via large language models

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-10T21:39:17.963652Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d5dc1856-170a-497e-9eae-4afdba0e294f · outbound

This paper cites Large language models are edge-case generators: Crafting unusual programs for fuzzing deep learning libraries.

Your Fix Is My Exploit: Enabling Comprehensive DL Library API Fuzzing with Large Language Models Large language models are edge-case generators: Crafting unusual programs for fuzzing deep learning libraries

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-10T21:39:17.967649Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 36993db7-170c-4264-bda5-681bf2acf22c · outbound

This paper cites Fuzzing deep-learning libraries via automated relational api inference.

Your Fix Is My Exploit: Enabling Comprehensive DL Library API Fuzzing with Large Language Models Fuzzing deep-learning libraries via automated relational api inference

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T21:39:19.072977Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 171d37bf-ff83-4d00-8d72-d4f4cfb3f55a · outbound

This paper cites Differential testing of cross deep learning framework {APIs}: Revealing inconsistencies and vulnerabilities.

Your Fix Is My Exploit: Enabling Comprehensive DL Library API Fuzzing with Large Language Models Differential testing of cross deep learning framework {APIs}: Revealing inconsistencies and vulnerabilities

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-10T21:39:17.976566Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 74848fd1-ad25-4bc7-a5ff-563e41e90b76 · outbound

This paper cites BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding.

Your Fix Is My Exploit: Enabling Comprehensive DL Library API Fuzzing with Large Language Models BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-10T21:39:17.981252Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4d8721ad-8750-40fc-955a-0e1e10c59b85 · outbound

This paper cites Large language models of code fail at completing code with potential bugs.

Your Fix Is My Exploit: Enabling Comprehensive DL Library API Fuzzing with Large Language Models Large language models of code fail at completing code with potential bugs

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-10T21:39:17.985814Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fba6c51c-f4db-4064-acd0-6b7fcc93ec69 · outbound

This paper cites CodeBERT: A Pre-Trained Model for Programming and Natural Languages.

Your Fix Is My Exploit: Enabling Comprehensive DL Library API Fuzzing with Large Language Models CodeBERT: A Pre-Trained Model for Programming and Natural Languages

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-10T21:39:17.990880Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation debec725-7bc0-45aa-949f-97e2652177b7 · outbound

This paper cites {AFL++}: Combining incremental steps of fuzzing research.

Your Fix Is My Exploit: Enabling Comprehensive DL Library API Fuzzing with Large Language Models {AFL++}: Combining incremental steps of fuzzing research

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T21:39:19.039682Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 41650fb7-23ce-42af-876f-fe305dd5b849 · outbound

This paper cites Libafl: A framework to build modular and reusable fuzzers.

Your Fix Is My Exploit: Enabling Comprehensive DL Library API Fuzzing with Large Language Models Libafl: A framework to build modular and reusable fuzzers

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-10T21:39:18.000687Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8aab7ac8-f319-4ced-9732-b8e5dfcf6674 · outbound

This paper cites Grammar-based whitebox fuzzing.

Your Fix Is My Exploit: Enabling Comprehensive DL Library API Fuzzing with Large Language Models Grammar-based whitebox fuzzing

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T21:39:18.997124Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation be8a8556-f3b9-46be-9aa4-07c615c9dfc8 · outbound

This paper cites Learn&fuzz: Machine learning for input fuzzing.

Your Fix Is My Exploit: Enabling Comprehensive DL Library API Fuzzing with Large Language Models Learn&fuzz: Machine learning for input fuzzing

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-10T21:39:18.010562Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b82b8cb2-ee7c-45f3-9ef1-a9022ba6a2d8 · outbound

This paper cites A survey of deep learning techniques for autonomous driving.

Your Fix Is My Exploit: Enabling Comprehensive DL Library API Fuzzing with Large Language Models A survey of deep learning techniques for autonomous driving

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T21:39:18.967892Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 0ee1d924-72a5-4f19-b01b-96bad572821f · outbound

This paper cites Muffin: Testing deep learning libraries via neural architecture fuzzing.

Your Fix Is My Exploit: Enabling Comprehensive DL Library API Fuzzing with Large Language Models Muffin: Testing deep learning libraries via neural architecture fuzzing

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T21:39:18.954527Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 31a77955-c92a-4149-ba77-f325b7d9c275 · outbound

This paper cites Longcoder: A long-range pre-trained language model for code completion.

Your Fix Is My Exploit: Enabling Comprehensive DL Library API Fuzzing with Large Language Models Longcoder: A long-range pre-trained language model for code completion

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T21:39:18.941075Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 9f2b8c19-c0aa-4777-a576-ede01b399db5 · outbound

This paper cites Audee: Automated testing for deep learning frameworks.

Your Fix Is My Exploit: Enabling Comprehensive DL Library API Fuzzing with Large Language Models Audee: Automated testing for deep learning frameworks

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-10T21:39:18.031471Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b97f4035-299e-4673-b0e9-1ab0e988625c · outbound

This paper cites Deep learning-based pedestrian detection in autonomous vehicles: Substantial issues and challenges.

Your Fix Is My Exploit: Enabling Comprehensive DL Library API Fuzzing with Large Language Models Deep learning-based pedestrian detection in autonomous vehicles: Substantial issues and challenges

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T21:39:18.916250Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 39944ffe-b099-4ffd-ad85-6f1d8904355c · outbound

This paper cites Jigsaw: Large language models meet program synthesis.

Your Fix Is My Exploit: Enabling Comprehensive DL Library API Fuzzing with Large Language Models Jigsaw: Large language models meet program synthesis

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T21:39:18.903720Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 4d30e687-b17a-4647-9f14-2ff431b153c2 · outbound

This paper cites A context-based automated approach for method name consistency checking and suggestion.

Your Fix Is My Exploit: Enabling Comprehensive DL Library API Fuzzing with Large Language Models A context-based automated approach for method name consistency checking and suggestion

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T21:39:18.891177Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation cb8c05e5-7739-484a-8387-d2bc840ce722 · outbound

This paper cites Vulnerability detection with fine-grained interpretations.

Your Fix Is My Exploit: Enabling Comprehensive DL Library API Fuzzing with Large Language Models Vulnerability detection with fine-grained interpretations

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T21:39:18.877503Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 75a39b50-d3e8-4b1f-a636-ca772c3ba717 · outbound

This paper cites Utango: untangling commits with context-aware, graph-based, code change clustering learning model.

Your Fix Is My Exploit: Enabling Comprehensive DL Library API Fuzzing with Large Language Models Utango: untangling commits with context-aware, graph-based, code change clustering learning model

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T21:39:18.864365Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 84e420a8-1ae5-4e1b-a22c-47a5f46bd60e · outbound

This paper cites Contextuality of code repre- sentation learning.

Your Fix Is My Exploit: Enabling Comprehensive DL Library API Fuzzing with Large Language Models Contextuality of code repre- sentation learning

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T21:39:18.850984Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 7f9cac51-791a-4281-b046-b54b930a12e0 · outbound

This paper cites Commit-level, neural vulnerability detection and assessment.

Your Fix Is My Exploit: Enabling Comprehensive DL Library API Fuzzing with Large Language Models Commit-level, neural vulnerability detection and assessment

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T21:39:18.836677Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 752ab5ba-77f1-4e9b-9cbd-7b7821f0053c · outbound

This paper cites Documentation-guided fuzzing for testing deep learning api functions.

Your Fix Is My Exploit: Enabling Comprehensive DL Library API Fuzzing with Large Language Models Documentation-guided fuzzing for testing deep learning api functions

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T21:39:18.822380Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 1ad833a8-65b4-42ac-ae54-119bac63a057 · outbound

This paper cites Guiding Enumerative Program Synthesis with Large Language Models.

Your Fix Is My Exploit: Enabling Comprehensive DL Library API Fuzzing with Large Language Models Guiding Enumerative Program Synthesis with Large Language Models

Reference 38

Resolution: verified exact; local_arxiv, observed 2026-08-10T21:39:18.343961Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 05791774-68c7-4bc6-b252-51a523d122b6 · outbound

This paper cites Multi-task learning based pre-trained language model for code completion.

Your Fix Is My Exploit: Enabling Comprehensive DL Library API Fuzzing with Large Language Models Multi-task learning based pre-trained language model for code completion

Reference 39

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T21:39:18.807823Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 897c6fd3-5083-4b6c-9a3d-cec3b5696c96 · outbound

This paper cites Nnsmith: Generating diverse and valid test cases for deep learning compilers.

Your Fix Is My Exploit: Enabling Comprehensive DL Library API Fuzzing with Large Language Models Nnsmith: Generating diverse and valid test cases for deep learning compilers

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-10T21:39:18.083413Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 30609e3a-fd26-490f-9616-ee4827e36b5c · outbound

This paper cites Is your code generated by chatgpt really correct? rigorous evaluation of large language models for code generation.

Your Fix Is My Exploit: Enabling Comprehensive DL Library API Fuzzing with Large Language Models Is your code generated by chatgpt really correct? rigorous evaluation of large language models for code generation

Reference 41

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T21:39:18.779952Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation b9eb4022-af3e-4e11-afb4-eb68b4f76ca0 · outbound

This paper cites Computing systems for autonomous driving: State of the art and challenges.

Your Fix Is My Exploit: Enabling Comprehensive DL Library API Fuzzing with Large Language Models Computing systems for autonomous driving: State of the art and challenges

Reference 42

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T21:39:18.764809Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation c7bef855-8e46-4da0-b8f1-bb5ec39c3f36 · outbound

This paper cites Ems: History-driven mutation for coverage-based fuzzing.

Your Fix Is My Exploit: Enabling Comprehensive DL Library API Fuzzing with Large Language Models Ems: History-driven mutation for coverage-based fuzzing

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-10T21:39:18.098755Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a9827669-4248-46ac-8cdd-fb05fe953481 · outbound

This paper cites Deep learning for safe autonomous driving: Current challenges and future directions.

Your Fix Is My Exploit: Enabling Comprehensive DL Library API Fuzzing with Large Language Models Deep learning for safe autonomous driving: Current challenges and future directions

Reference 44

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T21:39:18.743280Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation d70d063d-c877-4c31-a930-f11bd018acbf · outbound

This paper cites Combining program analysis and statistical language model for code statement completion.

Your Fix Is My Exploit: Enabling Comprehensive DL Library API Fuzzing with Large Language Models Combining program analysis and statistical language model for code statement completion

Reference 45

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T21:39:18.729494Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 0a4004f2-c1c9-4b62-9fb0-0bc4bfeb3ca1 · outbound

This paper cites Examining zero-shot vulnerability repair with large language models.

Your Fix Is My Exploit: Enabling Comprehensive DL Library API Fuzzing with Large Language Models Examining zero-shot vulnerability repair with large language models

Reference 46

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T21:39:18.715968Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 2e540241-ad53-4ad7-9b81-eb74347d3c3c · outbound

This paper cites T-fuzz: fuzzing by program transformation.

Your Fix Is My Exploit: Enabling Comprehensive DL Library API Fuzzing with Large Language Models T-fuzz: fuzzing by program transformation

Reference 47

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T21:39:18.700568Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation daf9f441-6f87-458b-b777-f91b51a348e3 · outbound

This paper cites Cradle: cross-backend validation to detect and localize bugs in deep learning libraries.

Your Fix Is My Exploit: Enabling Comprehensive DL Library API Fuzzing with Large Language Models Cradle: cross-backend validation to detect and localize bugs in deep learning libraries

Reference 48

Resolution: unresolved; no resolver link, observed 2026-08-10T21:39:18.122869Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7e4a9761-42fd-4fbd-b52c-61381e584537 · outbound

This paper cites Smart greybox fuzzing.

Your Fix Is My Exploit: Enabling Comprehensive DL Library API Fuzzing with Large Language Models Smart greybox fuzzing

Reference 49

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T21:39:18.676427Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation f36846da-17a7-4058-bd41-6c067e7612b7 · outbound

This paper cites On extractive and abstractive neural document summarization with transformer language models.

Your Fix Is My Exploit: Enabling Comprehensive DL Library API Fuzzing with Large Language Models On extractive and abstractive neural document summarization with transformer language models

Reference 50

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T21:39:18.663817Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 1e264557-0a9d-45a9-84ea-958bdafb791f · outbound

This paper cites Deep neural network perception models and robust autonomous driving systems: practical solutions for mitigation and improvement.

Your Fix Is My Exploit: Enabling Comprehensive DL Library API Fuzzing with Large Language Models Deep neural network perception models and robust autonomous driving systems: practical solutions for mitigation and improvement

Reference 51

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T21:39:18.651429Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 6654d1c0-ed19-48f5-85bf-aa6b3f275652 · outbound

This paper cites Deep learning in medical image analysis.

Your Fix Is My Exploit: Enabling Comprehensive DL Library API Fuzzing with Large Language Models Deep learning in medical image analysis

Reference 52

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T21:39:18.638560Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 7ccac717-1961-4605-a1de-585e35ab53e2 · outbound

This paper cites Choose your programming copilot: a comparison of the program synthesis performance of github copilot and genetic programming.

Your Fix Is My Exploit: Enabling Comprehensive DL Library API Fuzzing with Large Language Models Choose your programming copilot: a comparison of the program synthesis performance of github copilot and genetic programming

Reference 53

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T21:39:18.624722Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 57e2d8c7-c6a4-4745-9d8b-a23f2333186b · outbound

This paper cites Evaluating large language models on medical evidence summa- rization.

Your Fix Is My Exploit: Enabling Comprehensive DL Library API Fuzzing with Large Language Models Evaluating large language models on medical evidence summa- rization

Reference 54

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T21:39:18.610843Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation f88125fc-7ea5-48b0-8928-c03f33ac9298 · outbound

This paper cites Verifying data constraint equivalence in fintech systems.

Your Fix Is My Exploit: Enabling Comprehensive DL Library API Fuzzing with Large Language Models Verifying data constraint equivalence in fintech systems

Reference 55

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T21:39:18.595710Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 2e6a152e-3061-4366-8eff-842fb4a55450 · outbound

This paper cites Eagle: Creating equivalent graphs to test deep learning libraries.

Your Fix Is My Exploit: Enabling Comprehensive DL Library API Fuzzing with Large Language Models Eagle: Creating equivalent graphs to test deep learning libraries

Reference 56

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T21:39:18.582309Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 32feab69-b33f-45e6-b765-088c8aa5fb19 · outbound

This paper cites Deepvd: Toward class-separation features for neural network vulnerability detection.

Your Fix Is My Exploit: Enabling Comprehensive DL Library API Fuzzing with Large Language Models Deepvd: Toward class-separation features for neural network vulnerability detection

Reference 57

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T21:39:18.568596Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation a4d53697-1b1e-452a-afbf-6e06e218d502 · outbound

This paper cites Natural is the best: Model-agnostic code simplification for pre-trained large language models.

Your Fix Is My Exploit: Enabling Comprehensive DL Library API Fuzzing with Large Language Models Natural is the best: Model-agnostic code simplification for pre-trained large language models

Reference 58

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T21:39:18.553455Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 75466f63-21a8-4e62-b92f-1870cda1840e · outbound

This paper cites Deep learning library testing via effective model generation.

Your Fix Is My Exploit: Enabling Comprehensive DL Library API Fuzzing with Large Language Models Deep learning library testing via effective model generation

Reference 59

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T21:39:18.540629Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation b9f3e741-babd-49ea-96e7-2621c072bbff · outbound

This paper cites Free lunch for testing: Fuzzing deep-learning libraries from open source.

Your Fix Is My Exploit: Enabling Comprehensive DL Library API Fuzzing with Large Language Models Free lunch for testing: Fuzzing deep-learning libraries from open source

Reference 60

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T21:39:18.527027Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation aa0c3a22-fb16-4c7b-b24d-2b080493dd3a · outbound

This paper cites Copiloting the copilots: Fusing large language models with completion engines for automated program repair.

Your Fix Is My Exploit: Enabling Comprehensive DL Library API Fuzzing with Large Language Models Copiloting the copilots: Fusing large language models with completion engines for automated program repair

Reference 61

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T21:39:18.513545Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 47cc92bc-799e-4f0a-bd54-e4a9ac9a2e8d · outbound

This paper cites When less is enough: Positive and unlabeled learning model for vulnerability detection.

Your Fix Is My Exploit: Enabling Comprehensive DL Library API Fuzzing with Large Language Models When less is enough: Positive and unlabeled learning model for vulnerability detection

Reference 62

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T21:39:18.500286Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 0dc74218-c9ce-495d-9397-d4c176fd452f · outbound

This paper cites Using github copilot to solve simple programming problems.

Your Fix Is My Exploit: Enabling Comprehensive DL Library API Fuzzing with Large Language Models Using github copilot to solve simple programming problems

Reference 63

Resolution: unresolved; no resolver link, observed 2026-08-10T21:39:18.198522Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 37bd8f63-8dcb-4ce0-a1ce-960523422470 · outbound

This paper cites Docter: Documentation-guided fuzzing for testing deep learning api functions.

Your Fix Is My Exploit: Enabling Comprehensive DL Library API Fuzzing with Large Language Models Docter: Documentation-guided fuzzing for testing deep learning api functions

Reference 64

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T21:39:18.476392Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 8c0b3e16-f152-4880-8a73-5c402ddf847a · outbound

This paper cites A systematic evaluation of large language models of code.

Your Fix Is My Exploit: Enabling Comprehensive DL Library API Fuzzing with Large Language Models A systematic evaluation of large language models of code

Reference 65

Resolution: unresolved; no resolver link, observed 2026-08-10T21:39:18.208174Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3afa07de-0703-4246-9d5a-bcbfe228ade1 · outbound

This paper cites SelfPiCo: Self-Guided Partial Code Execution with LLMs.

Your Fix Is My Exploit: Enabling Comprehensive DL Library API Fuzzing with Large Language Models SelfPiCo: Self-Guided Partial Code Execution with LLMs

Reference 66

Resolution: verified exact; local_arxiv, observed 2026-08-10T21:39:18.325481Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 11a674b0-628e-49ab-9bcf-c1467d0c69c8 · outbound

This paper cites A learning-based approach to static program slicing.

Your Fix Is My Exploit: Enabling Comprehensive DL Library API Fuzzing with Large Language Models A learning-based approach to static program slicing

Reference 67

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T21:39:18.454207Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation da6af9ed-9a0c-473c-806f-5a6a711c6ed3 · outbound

This paper cites (partial) program dependence learning.

Your Fix Is My Exploit: Enabling Comprehensive DL Library API Fuzzing with Large Language Models (partial) program dependence learning

Reference 68

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T21:39:18.439862Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 151a5123-8d1e-46f2-a429-da992d13a615 · outbound

This paper cites Fuzzing automatic differentiation in deep-learning libraries.

Your Fix Is My Exploit: Enabling Comprehensive DL Library API Fuzzing with Large Language Models Fuzzing automatic differentiation in deep-learning libraries

Reference 69

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T21:39:18.425241Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation a77be68d-d0e0-4801-97e6-16187ed957a7 · outbound

This paper cites ThinkRepair: Self-Directed Automated Program Repair.

Your Fix Is My Exploit: Enabling Comprehensive DL Library API Fuzzing with Large Language Models ThinkRepair: Self-Directed Automated Program Repair

Reference 70

Resolution: unresolved; no resolver link, observed 2026-08-10T21:39:18.233168Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c4abcd95-62e1-47b8-b315-8aaab821f90c · outbound

This paper cites American fuzzy lop, 2017.

Your Fix Is My Exploit: Enabling Comprehensive DL Library API Fuzzing with Large Language Models American fuzzy lop, 2017

Reference 71

Resolution: unresolved; no resolver link, observed 2026-08-10T21:39:18.238365Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 51dc29a2-dca9-4b71-9e48-aafede08f419 · outbound

This paper cites Planning with Large Language Models for Code Generation.

Your Fix Is My Exploit: Enabling Comprehensive DL Library API Fuzzing with Large Language Models Planning with Large Language Models for Code Generation

Reference 72

Resolution: unresolved; no resolver link, observed 2026-08-10T21:39:18.243058Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c9e57b73-4728-4fd7-a7af-6bcee86b0945 · outbound

This paper cites Benchmarking large language models for news summarization.

Your Fix Is My Exploit: Enabling Comprehensive DL Library API Fuzzing with Large Language Models Benchmarking large language models for news summarization

Reference 73

Resolution: unresolved; no resolver link, observed 2026-08-10T21:39:18.248044Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 23477ef9-3d83-4858-bd57-b9b902718812 · outbound

This paper cites Fuzzing: a survey for roadmap.

Your Fix Is My Exploit: Enabling Comprehensive DL Library API Fuzzing with Large Language Models Fuzzing: a survey for roadmap

Reference 74

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T21:39:18.394330Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Pith citing papers

Observation 2a964b6d-3fda-4598-aeb0-1097bf966b6e · inbound

Hidden Reliability Risks in Large Language Models: Systematic Identification of Precision-Induced Output Disagreements cites this paper.

Hidden Reliability Risks in Large Language Models: Systematic Identification of Precision-Induced Output Disagreements Your Fix Is My Exploit: Enabling Comprehensive DL Library API Fuzzing with Large Language Models

Reference 53

Resolution: verified exact; arxiv_id, observed 2026-05-13T22:03:20.530576Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 2197456b-d4f4-4fa0-8b73-30fbb2a67fcf · inbound

ParityFuzz: Finding Inconsistencies across Solidity Compilers via Fine-Grained Mutation and Differential Analysis cites this paper.

ParityFuzz: Finding Inconsistencies across Solidity Compilers via Fine-Grained Mutation and Differential Analysis Your Fix Is My Exploit: Enabling Comprehensive DL Library API Fuzzing with Large Language Models

Reference 56

Resolution: verified exact; arxiv_id, observed 2026-05-12T07:36:36.079958Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.